Overview

Dataset info

Number of variables15
Number of observations85972
Missing cells0 (0.0%)
Duplicate rows0 (0.0%)
Total size in memory9.8 MiB
Average record size in memory120.0 B

Variables types

Numeric14
Categorical0
Boolean1
Date0
URL0
Text (Unique)0
Rejected0
Unsupported0

Warnings

Asset_Turnover is highly skewed (γ1 = -21.39884407) Skewed
Market_Book_Ratio is highly skewed (γ1 = 53.66440578) Skewed
Operational_Margin is highly skewed (γ1 = 88.13731624) Skewed
Productivity is highly skewed (γ1 = 77.96395559) Skewed
Profitability is highly skewed (γ1 = 113.999101) Skewed
Sales_Growth is highly skewed (γ1 = -88.21435727) Skewed

Variables

Asset_Turnover
Numeric

Distinct count4488
Unique (%)5.2%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean-1.267953158e-15
Minimum-133.7010985
Maximum46.79389037
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum-133.7010985
5-th percentile-1.016498266
Q1-0.5464170138
Median-0.1158760264
Q30.3769190962
95-th percentile1.345189521
Maximum46.79389037
Range180.4949888
Interquartile range0.92333611

Descriptive statistics

Standard deviation1.000005816
Coef of variation-7.886772547e+14
Kurtosis3914.868714
Mean-1.267953158e-15
MAD0.5846659348
Skewness-21.39884407
Sum5.684341886e-12
Variance1.000011632
Memory size671.8 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[-133.70109846 -1.18275981 -1.02272568 -1.01631567 -1.00462322 ... 4.41932327 5.84931291 10.54123487 18.79708674 46.79389037], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
-1.016498266 4956 5.8%
 
-1.004099038 542 0.6%
 
-0.4107006544 537 0.6%
 
-0.3197395229 525 0.6%
 
-0.4935796169 516 0.6%
 
-0.4622667029 510 0.6%
 
-0.451892081 510 0.6%
 
-0.2800380035 508 0.6%
 
-0.5785236722 507 0.6%
 
-0.5892953717 506 0.6%
 
Other values (4478) 76355 88.8%
 

Minimum 5 values

ValueCountFrequency (%) 
-133.7010985 1 < 0.1%
 
-3.282117699 1 < 0.1%
 
-1.687282312 1 < 0.1%
 
-1.209015071 1 < 0.1%
 
-1.156504544 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
46.79389037 1 < 0.1%
 
43.44873963 1 < 0.1%
 
43.13956452 1 < 0.1%
 
36.56379091 1 < 0.1%
 
30.48025923 1 < 0.1%
 

Assets_Growth
Numeric

Distinct count85557
Unique (%)99.5%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean-9.001029991e-17
Minimum-5.628219519
Maximum4.55305805
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum-5.628219519
5-th percentile-1.565655422
Q1-0.2821199628
Median0.01268400961
Q30.3430351761
95-th percentile1.509233851
Maximum4.55305805
Range10.18127757
Interquartile range0.6251551389

Descriptive statistics

Standard deviation1.000005816
Coef of variation-1.110990428e+16
Kurtosis6.621431956
Mean-9.001029991e-17
MAD0.6049874845
Skewness-0.7501198138
Sum6.821210263e-13
Variance1.000011632
Memory size671.8 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[-5.62821952 -5.56856608 -3.71429324 -2.92268197 -2.72976953 ... 2.4571396 2.7837932 3.20832047 3.7395634 4.55305805], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
-0.1289512642 178 0.2%
 
1.471674858 11 < 0.1%
 
-2.160050556 10 < 0.1%
 
2.141468335 9 < 0.1%
 
-3.697405705 7 < 0.1%
 
-3.142705472 7 < 0.1%
 
-2.729737147 7 < 0.1%
 
-1.337608386 6 < 0.1%
 
0.8870854354 6 < 0.1%
 
-1.648049679 4 < 0.1%
 
Other values (85547) 85727 99.7%
 

Minimum 5 values

ValueCountFrequency (%) 
-5.628219519 1 < 0.1%
 
-5.6282066 1 < 0.1%
 
-5.627706898 1 < 0.1%
 
-5.627410339 1 < 0.1%
 
-5.627119408 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
4.55305805 1 < 0.1%
 
4.54971329 1 < 0.1%
 
4.546661372 1 < 0.1%
 
4.540215142 1 < 0.1%
 
4.538943311 1 < 0.1%
 

BK
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
85418
1
 
554
Toggle details
ValueCountFrequency (%) 
0 85418 99.4%
 
1 554 0.6%
 

Employee_Growth
Numeric

Distinct count45509
Unique (%)52.9%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean2.07992804e-16
Minimum-5.974666603
Maximum6.191718809
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum-5.974666603
5-th percentile-1.404949463
Q1-0.2252683148
Median-0.01523164286
Q30.3089306408
95-th percentile1.363494878
Maximum6.191718809
Range12.16638541
Interquartile range0.5341989555

Descriptive statistics

Standard deviation1.000005816
Coef of variation4.807886603e+15
Kurtosis10.50924091
Mean2.07992804e-16
MAD0.5605289173
Skewness-0.999241064
Sum-7.958078641e-13
Variance1.000011632
Memory size671.8 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[-5.9746666 -5.9726289 -5.11692182 -5.11179654 -4.57852129 ... -0.17185764 -0.17185377 -0.17020421 -0.17020421 6.19171881], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
-0.06866402596 7472 8.7%
 
0.6018591061 292 0.3%
 
0.4846861677 283 0.3%
 
-1.016821921 235 0.3%
 
0.7823228218 225 0.3%
 
-0.8017236487 220 0.3%
 
0.2945185027 215 0.3%
 
1.097109183 214 0.2%
 
-5.974666603 207 0.2%
 
1.792750026 206 0.2%
 
Other values (45499) 76403 88.9%
 

Minimum 5 values

ValueCountFrequency (%) 
-5.974666603 207 0.2%
 
-5.970591196 1 < 0.1%
 
-5.967359449 1 < 0.1%
 
-5.966333406 1 < 0.1%
 
-5.96481456 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
6.191718809 1 < 0.1%
 
6.157919513 1 < 0.1%
 
6.154416631 1 < 0.1%
 
6.095080744 1 < 0.1%
 
6.089982484 1 < 0.1%
 

EPS
Numeric

Distinct count6379
Unique (%)7.4%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean5.466801291e-17
Minimum-110.3289286
Maximum127.017035
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum-110.3289286
5-th percentile-0.002829490454
Q1-0.001381136346
Median-0.0009244950841
Q30.0002284664003
95-th percentile0.003025158316
Maximum127.017035
Range237.3459637
Interquartile range0.001609602747

Descriptive statistics

Standard deviation1.000005816
Coef of variation1.829233884e+16
Kurtosis10196.4654
Mean5.466801291e-17
MAD0.01381741646
Skewness18.4579555
Sum2.131628207e-14
Variance1.000011632
Memory size671.8 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[-1.10328929e+02 -1.71286624e+00 -1.04939305e-01 -4.16288301e-02 -2.04143036e-02 ... 6.17878260e-02 1.00160196e-01 5.56317278e-01 2.09730684e+00 1.27017035e+02], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
-0.001257795255 1521 1.8%
 
-0.001266657528 1383 1.6%
 
-0.00127551143 1113 1.3%
 
-0.001284357052 884 1.0%
 
-0.001293194481 796 0.9%
 
-0.001302023804 743 0.9%
 
-0.001310845105 644 0.7%
 
-0.001319658467 590 0.7%
 
-0.001248924548 589 0.7%
 
-0.001328463972 492 0.6%
 
Other values (6369) 77217 89.8%
 

Minimum 5 values

ValueCountFrequency (%) 
-110.3289286 1 < 0.1%
 
-94.05645917 1 < 0.1%
 
-92.20306163 1 < 0.1%
 
-62.53569721 1 < 0.1%
 
-47.80228824 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
127.017035 1 < 0.1%
 
116.8405279 1 < 0.1%
 
94.32739874 1 < 0.1%
 
61.44773423 1 < 0.1%
 
60.22151884 1 < 0.1%
 

Leverage_Ratio
Numeric

Distinct count6340
Unique (%)7.4%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean1.37548406e-16
Minimum-149.1539657
Maximum196.6386281
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum-149.1539657
5-th percentile-0.006216222062
Q1-7.439334676e-05
Median0.002265461015
Q30.006262605546
95-th percentile0.02001482256
Maximum196.6386281
Range345.7925938
Interquartile range0.006336998893

Descriptive statistics

Standard deviation1.000005816
Coef of variation7.270210137e+15
Kurtosis27456.29508
Mean1.37548406e-16
MAD0.02017872017
Skewness17.03511129
Sum-1.278976924e-13
Variance1.000011632
Memory size671.8 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[-149.15396567 -10.70153916 -4.339322 -1.26043429 -0.72036981 ... 0.47597342 0.81908927 1.98382208 9.95686813 196.63862814], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
-7.439334676e-05 16044 18.7%
 
4.737498016e-06 1756 2.0%
 
8.378233379e-05 1135 1.3%
 
0.0001627420959 971 1.1%
 
0.0002416177007 830 1.0%
 
0.0003204100456 777 0.9%
 
0.0003991200105 707 0.8%
 
0.0005562962311 696 0.8%
 
0.0004777484572 688 0.8%
 
0.0006347641606 663 0.8%
 
Other values (6330) 61705 71.8%
 

Minimum 5 values

ValueCountFrequency (%) 
-149.1539657 1 < 0.1%
 
-137.7410794 1 < 0.1%
 
-56.01056143 1 < 0.1%
 
-23.42833904 1 < 0.1%
 
-23.39075965 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
196.6386281 1 < 0.1%
 
11.38568059 1 < 0.1%
 
8.528055684 1 < 0.1%
 
8.341251489 1 < 0.1%
 
8.284780476 1 < 0.1%
 

Liquidity
Numeric

Distinct count5448
Unique (%)6.3%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean3.87939989e-15
Minimum-3.285091965
Maximum3.647948523
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum-3.285091965
5-th percentile-1.287309377
Q1-0.5765604326
Median-0.1906819637
Q30.4756890117
95-th percentile1.890194444
Maximum3.647948523
Range6.933040488
Interquartile range1.052249444

Descriptive statistics

Standard deviation1.000005816
Coef of variation2.577733269e+14
Kurtosis1.77097831
Mean3.87939989e-15
MAD0.7307623435
Skewness0.3695895935
Sum7.50333129e-12
Variance1.000011632
Memory size671.8 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[-3.28509197 -3.21669957 -2.8527727 -1.85936635 -1.85886101 ... 3.51664692 3.55075066 3.5845803 3.61898754 3.64794852], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
-0.6180074078 1592 1.9%
 
-0.5765604326 1545 1.8%
 
-0.5974648005 1484 1.7%
 
-0.5336555004 1418 1.6%
 
-0.5552915739 1404 1.6%
 
-0.6381921723 1398 1.6%
 
-0.4892708444 1377 1.6%
 
-0.5116494944 1373 1.6%
 
-0.4665168451 1370 1.6%
 
-0.4433847971 1362 1.6%
 
Other values (5438) 71649 83.3%
 

Minimum 5 values

ValueCountFrequency (%) 
-3.285091965 1 < 0.1%
 
-3.284376029 1 < 0.1%
 
-3.283722875 1 < 0.1%
 
-3.283594837 1 < 0.1%
 
-3.283570714 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
3.647948523 22 < 0.1%
 
3.590026565 1 < 0.1%
 
3.579134042 36 < 0.1%
 
3.522367273 1 < 0.1%
 
3.51092657 45 0.1%
 

Market_Book_Ratio
Numeric

Distinct count47548
Unique (%)55.3%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean3.432699192e-17
Minimum-107.7968925
Maximum171.4426952
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum-107.7968925
5-th percentile-0.02636557458
Q1-0.02226925708
Median-0.01993074601
Q3-0.01079021162
95-th percentile0.08552663513
Maximum171.4426952
Range279.2395877
Interquartile range0.01147904546

Descriptive statistics

Standard deviation1.000005816
Coef of variation2.913176366e+16
Kurtosis14334.31719
Mean3.432699192e-17
MAD0.06371475054
Skewness53.66440578
Sum2.700062396e-13
Variance1.000011632
Memory size671.8 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[-107.79689246 -30.37319498 -5.35431364 -2.26074736 -1.1852094 ... 1.85221273 2.76786791 4.81915796 15.2522297 171.44269521], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
-0.0228315926 63 0.1%
 
-0.02274871029 25 < 0.1%
 
-0.02275546228 24 < 0.1%
 
-0.02261161412 23 < 0.1%
 
-0.02271879997 23 < 0.1%
 
-0.02274436932 23 < 0.1%
 
-0.02271349197 22 < 0.1%
 
-0.02260678339 21 < 0.1%
 
-0.02275449776 21 < 0.1%
 
-0.02275208638 21 < 0.1%
 
Other values (47538) 85706 99.7%
 

Minimum 5 values

ValueCountFrequency (%) 
-107.7968925 1 < 0.1%
 
-79.31506759 1 < 0.1%
 
-50.38067121 1 < 0.1%
 
-45.05212442 1 < 0.1%
 
-35.71303866 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
171.4426952 1 < 0.1%
 
113.5772169 1 < 0.1%
 
50.49314979 1 < 0.1%
 
42.41329992 1 < 0.1%
 
29.88713613 1 < 0.1%
 

Operational_Margin
Numeric

Distinct count6655
Unique (%)7.7%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean5.298061458e-15
Minimum-57.55282534
Maximum200.1134647
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum-57.55282534
5-th percentile-0.1029307195
Q10.05372866638
Median0.05847042458
Q30.06333703195
95-th percentile0.07564750082
Maximum200.1134647
Range257.66629
Interquartile range0.009608365567

Descriptive statistics

Standard deviation1.000005816
Coef of variation1.887493801e+14
Kurtosis19429.25256
Mean5.298061458e-15
MAD0.1148517762
Skewness88.13731624
Sum4.86721774e-13
Variance1.000011632
Memory size671.8 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[-5.75528253e+01 -3.34672392e+01 -1.73913867e+01 -1.06536366e+01 -6.37213149e+00 ... 1.31410283e-01 1.36281965e-01 2.12424915e-01 1.50889082e+00 2.00113465e+02], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0.05439822943 5752 6.7%
 
0.05915812613 3413 4.0%
 
0.05778527026 3159 3.7%
 
0.05847042458 3144 3.7%
 
0.05984836045 3103 3.6%
 
0.05710267787 3093 3.6%
 
0.06054111328 2992 3.5%
 
0.05642266233 2852 3.3%
 
0.06123637058 2793 3.2%
 
0.06193411852 2594 3.0%
 
Other values (6645) 53077 61.7%
 

Minimum 5 values

ValueCountFrequency (%) 
-57.55282534 1 < 0.1%
 
-55.27281164 1 < 0.1%
 
-38.00993121 1 < 0.1%
 
-34.54310264 1 < 0.1%
 
-32.39137583 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
200.1134647 1 < 0.1%
 
74.26039476 1 < 0.1%
 
38.14936623 1 < 0.1%
 
24.24936827 1 < 0.1%
 
1.509776853 1 < 0.1%
 

Productivity
Numeric

Distinct count5388
Unique (%)6.3%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean1.766910252e-16
Minimum-89.59168297
Maximum205.950284
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum-89.59168297
5-th percentile-0.03390995781
Q10.02949675223
Median0.03660159705
Q30.03987453852
95-th percentile0.04783334697
Maximum205.950284
Range295.541967
Interquartile range0.01037778629

Descriptive statistics

Standard deviation1.000005816
Coef of variation5.659629938e+15
Kurtosis22520.37059
Mean1.766910252e-16
MAD0.07013383709
Skewness77.96395559
Sum3.268496584e-13
Variance1.000011632
Memory size671.8 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[-8.95916830e+01 -3.53389622e+01 -1.34847431e+01 -6.04137969e+00 -3.27998839e+00 ... 9.45368993e-02 1.52669076e-01 4.52875987e-01 2.73962892e+00 2.05950284e+02], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0.03725406989 4147 4.8%
 
0.03790760855 4041 4.7%
 
0.03660159705 4000 4.7%
 
0.03856220486 3887 4.5%
 
0.03921785081 3579 4.2%
 
0.03595019831 3510 4.1%
 
0.03987453852 3185 3.7%
 
0.03529988211 2983 3.5%
 
0.04053226024 2778 3.2%
 
0.03465065703 2420 2.8%
 
Other values (5378) 51442 59.8%
 

Minimum 5 values

ValueCountFrequency (%) 
-89.59168297 1 < 0.1%
 
-82.28938274 1 < 0.1%
 
-51.36345912 1 < 0.1%
 
-47.24110717 1 < 0.1%
 
-43.6850346 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
205.950284 1 < 0.1%
 
3.787098869 1 < 0.1%
 
1.692158977 1 < 0.1%
 
1.627762469 1 < 0.1%
 
0.9654466406 1 < 0.1%
 

Profitability
Numeric

Distinct count8616
Unique (%)10.0%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean-1.831082672e-15
Minimum-27.11953147
Maximum216.7581242
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum-27.11953147
5-th percentile-0.4867762495
Q10.04720662681
Median0.1244976303
Q30.1563579341
95-th percentile0.2082011971
Maximum216.7581242
Range243.8776557
Interquartile range0.1091513073

Descriptive statistics

Standard deviation1.000005816
Coef of variation-5.461281631e+14
Kurtosis25738.80963
Mean-1.831082672e-15
MAD0.2210814062
Skewness113.999101
Sum-3.126388037e-13
Variance1.000011632
Memory size671.8 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[-27.11953147 -18.37560809 -10.13754537 -7.18950964 -4.28596424 ... 0.35539696 0.45098714 0.56084268 1.32158332 216.75812419], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0.1311093467 963 1.1%
 
0.1271208504 935 1.1%
 
0.1258056455 922 1.1%
 
0.1297727263 915 1.1%
 
0.1338038281 907 1.1%
 
0.1351616403 896 1.0%
 
0.1378982881 896 1.0%
 
0.1420554673 888 1.0%
 
0.1284432192 887 1.0%
 
0.1244976303 886 1.0%
 
Other values (8606) 76877 89.4%
 

Minimum 5 values

ValueCountFrequency (%) 
-27.11953147 1 < 0.1%
 
-23.55191831 1 < 0.1%
 
-22.37055691 1 < 0.1%
 
-19.43166317 1 < 0.1%
 
-19.19734763 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
216.7581242 1 < 0.1%
 
1.681065783 1 < 0.1%
 
0.9621008655 1 < 0.1%
 
0.6540489282 1 < 0.1%
 
0.5748465379 1 < 0.1%
 

Return_on_Equity
Numeric

Distinct count5135
Unique (%)6.0%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean3.594454206e-16
Minimum-181.771113
Maximum198.6549969
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum-181.771113
5-th percentile-9.707097318e-05
Q10.002754256285
Median0.003112790527
Q30.003243595972
95-th percentile0.003505860632
Maximum198.6549969
Range380.4261099
Interquartile range0.0004893396868

Descriptive statistics

Standard deviation1.000005816
Coef of variation2.782079722e+15
Kurtosis31136.65574
Mean3.594454206e-16
MAD0.01346625547
Skewness19.17941272
Sum1.421085472e-13
Variance1.000011632
Memory size671.8 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[-1.81771113e+02 -2.14303769e+01 -2.71007549e+00 -7.07488814e-01 -2.81772969e-01 ... 4.30206436e-02 1.57061140e-01 6.25974980e-01 3.54597465e+00 1.98654997e+02], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0.003178165196 6628 7.7%
 
0.003210873634 6090 7.1%
 
0.003145470784 5984 7.0%
 
0.003243595972 4934 5.7%
 
0.003112790527 4766 5.5%
 
0.003276332086 3678 4.3%
 
0.003080124556 3463 4.0%
 
0.003309081853 2740 3.2%
 
0.003047473005 2601 3.0%
 
0.003341845155 2045 2.4%
 
Other values (5125) 43043 50.1%
 

Minimum 5 values

ValueCountFrequency (%) 
-181.771113 1 < 0.1%
 
-53.82029656 1 < 0.1%
 
-53.36372803 1 < 0.1%
 
-31.87989404 1 < 0.1%
 
-23.12617956 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
198.6549969 1 < 0.1%
 
53.36602605 1 < 0.1%
 
34.85107008 1 < 0.1%
 
9.430698169 1 < 0.1%
 
9.178929158 1 < 0.1%
 

Sales_Growth
Numeric

Distinct count80276
Unique (%)93.4%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean8.511159675e-16
Minimum-200.4261338
Maximum45.42988904
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum-200.4261338
5-th percentile-0.5773147543
Q1-0.1479889869
Median-0.05838436512
Q30.06854624514
95-th percentile0.5938150649
Maximum45.42988904
Range245.8560229
Interquartile range0.216535232

Descriptive statistics

Standard deviation1.000005816
Coef of variation1.174934855e+15
Kurtosis18937.7806
Mean8.511159675e-16
MAD0.2738468804
Skewness-88.21435727
Sum-1.676880856e-12
Variance1.000011632
Memory size671.8 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[-200.42613382 -3.17037687 -1.43330087 -1.42575467 -0.92780028 ... 3.87992692 5.78236079 8.47957095 15.68736369 45.42988904], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
-0.1152134657 4707 5.5%
 
-1.425826763 662 0.8%
 
0.6110448264 13 < 0.1%
 
-0.6865108322 11 < 0.1%
 
-0.8213515421 8 < 0.1%
 
-0.9149188822 7 < 0.1%
 
0.1057799321 7 < 0.1%
 
0.2951685998 7 < 0.1%
 
-0.4767255312 6 < 0.1%
 
-1.035961245 6 < 0.1%
 
Other values (80266) 80538 93.7%
 

Minimum 5 values

ValueCountFrequency (%) 
-200.4261338 1 < 0.1%
 
-32.97060911 1 < 0.1%
 
-18.64498662 1 < 0.1%
 
-8.265661738 1 < 0.1%
 
-7.527476445 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
45.42988904 1 < 0.1%
 
42.30793999 1 < 0.1%
 
31.05020102 1 < 0.1%
 
27.42947705 1 < 0.1%
 
26.52217926 1 < 0.1%
 

Tobin's_Q
Numeric

Distinct count7556
Unique (%)8.8%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean-4.458222384e-16
Minimum-4.94974597
Maximum2.346177441
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum-4.94974597
5-th percentile-1.403026666
Q1-0.6916764122
Median-0.1371847703
Q30.6474021854
95-th percentile1.884121979
Maximum2.346177441
Range7.295923411
Interquartile range1.339078598

Descriptive statistics

Standard deviation1.000005816
Coef of variation-2.24305952e+15
Kurtosis-0.0043006768
Mean-4.458222384e-16
MAD0.8021787023
Skewness0.2614314729
Sum6.639311323e-11
Variance1.000011632
Memory size671.8 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[-4.94974597 -3.75977184 -3.12715571 -3.12140184 -2.84849773 ... 2.24467175 2.32839962 2.34182749 2.34559047 2.34617744], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
-0.6750528861 662 0.8%
 
-0.6585975509 656 0.8%
 
-0.8310332919 652 0.8%
 
-0.7084706538 645 0.8%
 
-0.6261815974 640 0.7%
 
-0.578758732 634 0.7%
 
-0.6916764122 631 0.7%
 
-0.7425816338 626 0.7%
 
-0.7254381856 619 0.7%
 
-0.5176748607 618 0.7%
 
Other values (7546) 79589 92.6%
 

Minimum 5 values

ValueCountFrequency (%) 
-4.94974597 1 < 0.1%
 
-4.871557097 1 < 0.1%
 
-4.623603027 2 < 0.1%
 
-4.546265479 2 < 0.1%
 
-4.470507014 4 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
2.346177441 1 < 0.1%
 
2.346161848 1 < 0.1%
 
2.346161119 1 < 0.1%
 
2.346157438 1 < 0.1%
 
2.346156569 1 < 0.1%
 

Unnamed_0
Numeric

Distinct count85972
Unique (%)100.0%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean45476.5444
Minimum1
Maximum92871
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum1
5-th percentile4445.55
Q122206.75
Median45237
Q368446.25
95-th percentile87900.45
Maximum92871
Range92870
Interquartile range46239.5

Descriptive statistics

Standard deviation26730.22717
Coef of variation0.5877805257
Kurtosis-1.197058094
Mean45476.5444
MAD23169.11628
Skewness0.03947604817
Sum3909709475
Variance714505044.8
Memory size671.8 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[1.00000e+00 3.71695e+04 4.32895e+04 7.83085e+04 9.28710e+04], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
2047 1 < 0.1%
 
39622 1 < 0.1%
 
60104 1 < 0.1%
 
58057 1 < 0.1%
 
64202 1 < 0.1%
 
62155 1 < 0.1%
 
51916 1 < 0.1%
 
49869 1 < 0.1%
 
56014 1 < 0.1%
 
53967 1 < 0.1%
 
Other values (85962) 85962 > 99.9%
 

Minimum 5 values

ValueCountFrequency (%) 
1 1 < 0.1%
 
2 1 < 0.1%
 
3 1 < 0.1%
 
4 1 < 0.1%
 
5 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
92871 1 < 0.1%
 
92870 1 < 0.1%
 
92869 1 < 0.1%
 
92868 1 < 0.1%
 
92867 1 < 0.1%
 

Correlations

Pearson's r
Spearman's ρ
Kendall's τ
Phik (φ<sub><em>k</em></sub>)

Missing values

Count
Matrix

Sample

First rows

Asset_TurnoverAssets_GrowthBKEmployee_GrowthEPSLeverage_RatioLiquidityMarket_Book_RatioOperational_MarginProductivityProfitabilityReturn_on_EquitySales_GrowthTobin's_QUnnamed_0
00.5383940.19520600.0551760.0000540.0097720.368583-0.0227150.0591580.0405320.1378980.003440-0.101516-0.9435771
10.5058550.67763101.208515-0.0009790.0077360.232118-0.0227080.0577850.0379080.1297730.0031450.167686-1.1703032
20.373341-0.1886910-0.395276-0.0006100.0060400.102753-0.0225770.0584700.0379080.1311090.003178-0.235070-0.6750533
30.2970500.42692400.093287-0.0005730.0014930.549397-0.0224120.0584700.0379080.1297730.0031450.019069-0.4733974
40.3901190.20947400.1624780.0001410.0025730.403827-0.0224540.0598480.0398750.1338040.0032760.090797-0.6102165
50.2540870.51109400.458033-0.0000900.0045460.368583-0.0218400.0605410.0398750.1338040.0031780.006804-0.0483176
60.2713230.3280110-0.0158250.0001030.0027260.403827-0.0216170.0612360.0405320.1365260.0031780.0664310.1407257
70.2281030.38391200.225334-0.0000130.0036400.403827-0.0207950.0612360.0405320.1406630.0031780.0354860.2122408
80.1580320.46212300.6608950.0001900.0042450.368583-0.0205710.0619340.0411910.1420550.0031780.0381300.2547859
90.1668540.1085670-0.2106370.0002380.0042450.822207-0.0214290.0619340.0405320.1448610.003276-0.026930-0.29538910

Last rows

Asset_TurnoverAssets_GrowthBKEmployee_GrowthEPSLeverage_RatioLiquidityMarket_Book_RatioOperational_MarginProductivityProfitabilityReturn_on_EquitySales_GrowthTobin's_QUnnamed_0
85962-0.332683-1.7978271-0.641907-0.008477-0.104383-0.799453-0.0254750.0635330.0380340.076037-0.014386-0.256519-0.54480892861
85963-0.9385292.83336802.969891-0.0012860.019032-0.5801810.0006170.0461130.0321910.1022150.0029791.3427710.97105792863
85964-0.837074-0.5389610-0.068664-0.002031-0.034906-0.692182-0.048504-0.199654-0.0228390.0016560.0017610.6310361.23497092864
85965-0.8514393.52002103.569670-0.0015710.011486-0.742475-0.0376810.0483350.0318990.0963990.0024443.012683-0.40080992865
85966-0.595095-1.4037720-0.535115-0.0024970.039831-0.644384-0.0232600.0138310.0171650.052314-0.0218910.454403-0.17985392866
85967-0.807938-0.3482050-0.327106-0.002513-15.958201-0.649133-0.0229200.0337020.0290550.034669-0.017312-0.763209-0.13612592867
85968-0.760065-0.7946050-0.836663-0.002771-0.040545-0.410747-0.0229500.0200890.024972-0.001961-0.011030-0.1254240.31057092868
85969-0.716724-0.6692420-0.429621-0.0012720.005631-0.5352680.1372130.0338550.0274270.1130530.001177-0.134854-1.05576592869
85970-0.7831000.0757450-0.263710-0.0013750.004355-0.503463-0.0210660.0547410.0327740.1094360.002735-0.290719-1.35956892870
85971-0.752525-0.31789010.120926-0.0018180.005246-0.690063-0.0201360.0150830.0234740.0874550.001404-0.054409-1.13686592871